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SaaS Company·3 months·2022

NLP Social Media Post Generator

Impact70+ models evaluated
Models Evaluated70+
Content Capacity3x
Engagement+25%
NLP Social Media Post Generator

Overview

Developed an AI-powered social media content generation tool for a SaaS company. The system uses fine-tuned language models to generate engaging posts tailored to different platforms and brand voices.

The Challenge

The marketing team needed to produce high volumes of social media content while maintaining brand consistency and engagement quality.

The Solution

Evaluated and fine-tuned multiple BERT-based models for content generation, built a user-friendly interface for content creation and editing, and deployed a scalable API for integration with their existing tools.

Key Results

  • Evaluated 70+ models to find optimal performance

  • 3x increase in content production capacity

  • 25% improvement in engagement rates

Tech Stack

HuggingFace TransformersBERTGPT-2FastAPIStreamlitGCP Cloud RunFirebase

Categories

HuggingFaceBERTGCPFastAPI